{"id":"W6902172915","doi":"10.6084/m9.figshare.26629771.v1","title":"Additional file 2 of An investigation of psychoactive polypharmacy and related gender-differences in older adults with dementia: a retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Polypharmacy; Retrospective cohort study; Cohort study; MEDLINE; Beers Criteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001327201,0.0010643,0.001437838,0.002696024,0.001275611,0.001179623,0.001571299,0.001256113,0.6295326],"category_scores_gemma":[0.02191193,0.0007233336,0.001597635,0.004994176,0.0003166892,0.001378034,0.0009260596,0.0006676434,0.04524036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008952466,"about_ca_system_score_gemma":0.001499958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01239563,"about_ca_topic_score_gemma":0.01494512,"domain_scores_codex":[0.999083,0.0001452309,0.0002638579,0.0002505383,0.0001230752,0.0001343844],"domain_scores_gemma":[0.9847303,0.008367329,0.002926913,0.001471454,0.001920204,0.0005838685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003476955,0.0006847961,0.1203632,0.009302708,0.0008640978,0.0006396835,0.0005485526,0.000554349,0.0003158413,0.001141203,0.8409665,0.02114211],"study_design_scores_gemma":[0.01754656,0.001661289,0.7062575,0.007207828,0.002059655,0.002900474,0.002450566,0.001987995,0.0007945771,0.00643128,0.250326,0.0003762096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.004981215,0.0001005446,0.0002711719,0.00009663329,0.00003838487,0.0003821024,0.992564,0.00008552983,0.001480364],"genre_scores_gemma":[0.1029855,0.0005571088,0.005053858,0.001360671,0.0002720268,0.01339974,0.8467925,0.0003751522,0.02920342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6295326,"threshold_uncertainty_score":0.5284267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355991882062281,"score_gpt":0.3043601496387119,"score_spread":0.2808002308180891,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}